{"id":"W4387236975","doi":"10.2172/2006942","title":"Workflows Community Summit 2022: A Roadmap Revolution","year":2023,"lang":"en","type":"report","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"Oak Ridge National Laboratory; National Nuclear Security Administration; Office of Science; U.S. Department of Energy","keywords":"Summit; Workflow; Political science; Geography; Computer science; Cartography; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01795845,0.001992441,0.0009316577,0.00292896,0.00314374,0.01186553,0.003286262,0.004601635,0.1265159],"category_scores_gemma":[0.02614419,0.0006658226,0.001251718,0.003113478,0.001364025,0.007438072,0.007385127,0.005072511,0.08034563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004859534,"about_ca_system_score_gemma":0.02614408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05769446,"about_ca_topic_score_gemma":0.06191481,"domain_scores_codex":[0.9920263,0.001497333,0.0002176686,0.0004135912,0.004407097,0.001437974],"domain_scores_gemma":[0.964792,0.003406205,0.0007956293,0.002340823,0.01252959,0.01613577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004264886,0.00006799882,0.0001554859,0.00003223157,0.00000358803,0.00001382173,0.00002644965,0.0001902685,0.0001995321,0.006740148,0.9783972,0.01413071],"study_design_scores_gemma":[0.00008208708,0.00004919163,0.0009277903,0.0000708146,0.000007163912,0.00001949327,0.0001528306,0.00285043,0.001010784,0.0115109,0.9832864,0.00003201397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01419428,0.001361619,0.06410327,0.3074064,0.02593,0.001427725,0.1213158,0.05154017,0.4127207],"genre_scores_gemma":[0.05929399,0.002315365,0.08008645,0.03643225,0.004103294,0.001519875,0.2523796,0.01425968,0.5496095],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1265159,"threshold_uncertainty_score":0.4232377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5686444309796624,"score_gpt":0.4938226798448275,"score_spread":0.07482175113483497,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}